{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_truss2d:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Truss2D\n",
    "\n",
    "The problem was proposed in <cite data-cite=\"truss2d\"></cite> for the purpose of investigating rules on Pareto-front."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Definition**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{align}\n",
    "\\begin{split}\n",
    "\\end{split}\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Optimum**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Contour**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "usage_problem.py",
    "section": "truss2d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 387,
       "width": 522
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.factory import get_problem\n",
    "from pymoo.visualization.scatter import scatter\n",
    "\n",
    "pf = get_problem(\"truss2d\").pareto_front()\n",
    "\n",
    "plot = scatter(title=\"Pareto-front\")\n",
    "plot.add(pf, s=80, facecolors='none', edgecolors='r')\n",
    "plot.add(pf, plot_type=\"line\", color=\"black\", linewidth=2)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code": "usage_problem.py",
    "section": "truss2d_log"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 389,
       "width": 502
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.reset()\n",
    "plot.do()\n",
    "plot.apply(lambda ax: ax.set_yscale(\"log\"))\n",
    "plot.apply(lambda ax: ax.set_xscale(\"log\"))\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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